Automatic data quality without the need for rules. Collibra Data Quality & Observability provides a fast and elegant way to manage your datasets by learning through observation rather than human input. Collibra DQ applies the latest advancements in data science and machine learning to the problem of data quality, surfacing data issues in minutes instead of months.